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Decoding of Imagined Rhythm from Surface Electroencephalogram

Research Project

Project/Area Number 16K12456
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Perceptual information processing
Research InstitutionTokyo University of Agriculture and Technology

Principal Investigator

Tanaka Toshihisa  東京農工大学, 工学(系)研究科(研究院), 准教授 (70360584)

Project Period (FY) 2016-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥3,510,000 (Direct Cost: ¥2,700,000、Indirect Cost: ¥810,000)
Fiscal Year 2017: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2016: ¥2,080,000 (Direct Cost: ¥1,600,000、Indirect Cost: ¥480,000)
Keywords認知認知科学 / 信号処理 / 機械学習 / 音楽神経科学 / 認知科学 / 脳神経科学 / 音楽認知 / 音響知覚 / 認知神経科学 / 音楽
Outline of Final Research Achievements

Rhythm is one element of music. In this project, to investigate neural entrainment to imagined rhythm during rhythm imagery, we recorded electroencephalogram (EEG) while subjects imagined 3 types of rhythm in the state of being presented no sound and analyzed amplitude spectra of EEG. As a result, we found that a periodic EEG response at imagined rhythm frequency was observed in the amplitude spectrum. Furthermore, we extracted features from EEG by using canonical correlation analysis (CCA) and made an experiment to distinguish among the 3 types of imagined rhythm from EEG individually. The result showed that accuracy exceeded chance level in all subjects. We found that when subjects imagined rhythm under the condition that subjects were not presented any sound, a periodic EEG response at imagined rhythm frequency was observed.

Report

(3 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • Research Products

    (6 results)

All 2017 2016 Other

All Int'l Joint Research (1 results) Journal Article (3 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 3 results,  Open Access: 2 results) Presentation (2 results) (of which Int'l Joint Research: 2 results)

  • [Int'l Joint Research] シェフィールド大学(英国)

    • Related Report
      2016 Research-status Report
  • [Journal Article] Neural entrainment to auditory imagery of rhythms2017

    • Author(s)
      Haruki Okawa, Kaori Suefusa, and Toshihisa Tanaka
    • Journal Title

      Frontiers in Human Neuroscience

      Volume: 11 Pages: 1-1

    • DOI

      10.3389/fnhum.2017.00493

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Familiarity Affects Entrainment of EEG in Music Listening2017

    • Author(s)
      Kumagai Yuiko、Arvaneh Mahnaz、Tanaka Toshihisa
    • Journal Title

      Frontiers in Human Neuroscience

      Volume: 11 Pages: 1-1

    • DOI

      10.3389/fnhum.2017.00384

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Classification of familiarity based on cross-correlation features between EEG and music2017

    • Author(s)
      Kumagai Yuiko、Arvaneh Mahnaz、Okawa Haruki、Wada Tomoya、Tanaka Toshihisa
    • Journal Title

      2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)

      Volume: 1 Pages: 2879-2882

    • DOI

      10.1109/embc.2017.8037458

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] Entrainment of EEG during the Music Listening2016

    • Author(s)
      Yuiko Kumagai and Toshihisa Tanaka
    • Organizer
      Society for Neuroscience, Annual Meeting
    • Place of Presentation
      San Diego, CA, USA
    • Year and Date
      2016-11-12
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Imagined Rhythm can be Decoded from EEG2016

    • Author(s)
      Haruki Okawa, Kaori Suefusa, and Toshihisa Tanaka
    • Organizer
      Society for Neuroscience, Annual Meeting
    • Place of Presentation
      San Diego, CA, USA
    • Year and Date
      2016-11-12
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research

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Published: 2016-04-21   Modified: 2019-03-29  

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